Ask HN: Should I actively tell my new boss about side projects?

I explained the situation to the VP that hired me (my first boss) and he was happy to have me building webapps on the side that didn't connect to the same market. He has since left the company. Should I reach out to the new VP and make sure they know what I'm doing? What if they want to shut me down?